Silky — Streamer University stream analytics — Jul 17, 2026

FULL STREAM INTELLIGENCE · Streamer University

Jul 17, 2026 · VOD 2822296221

Chat mood & viewers

198,907 MSGS

Positive

19,177

9.6% of msgs

Negative

912

0.5% of msgs

Neutral

178,818

89.9% of msgs

Net mood · (pos − neg) / total

keyword lexicon heuristic · not a language model

Positivity ratio

19,177 POS

POSITIVITY · POS/(POS+NEG)

Sentiment flips

MINUTE-OVER-MINUTE Δ

744:00-0.52→0.15Δ+0.67
328:000.04→0.49Δ+0.45
59:000.24→-0.17Δ-0.41
329:000.49→0.10Δ-0.39
742:000.16→-0.23Δ-0.39
263:00-0.01→0.28Δ+0.29

Mood regime · per minute

1391 MIN

POSNEUTRALNEGline = net score −1..1

Chat rate × peaks

1391 MIN6 PEAKS

Auto-detected moments · clip suggestions

12 DETECTED12 CLIP-WORTHY

160:00EMOTES×10.4clip suggested Watch VOD
64 emote msgs — ×10.4 the average
- bruhhh137: LOOOOOOOOOOOL
- poloballin: silkyFunny
190:00INFLUX×13.6clip suggested Watch VOD
185 first-time chatters in one minute (raid-like influx)
- prettygurlnette: kai is watching u bro
- alexislineberry: kai wataching
191:00INFLUX×18.4clip suggested Watch VOD
250 first-time chatters in one minute (raid-like influx)
- thee0nly____kk: DETENTION MUD
- bbygoatnami: locked uppppp
192:00INFLUX×12.2clip suggested Watch VOD
166 first-time chatters in one minute (raid-like influx)
- Stolixy: ur cooked
- rel2tufff: cudi coming
193:00INFLUX×10.2clip suggested Watch VOD
138 first-time chatters in one minute (raid-like influx)
- mxlekkk: bye bye woo
- jettskiinoo: see you in 2 hours demon

Keyword tracker

TOP 14

points5,962
silky4,745
this3,960
that3,908
nigga3,839
amen2,441
gamble2,428
lazer2,412
lmao2,183
lmaooo1,971
what1,954
they1,951
join1,830
roulette1,816

Bot radar

15 FLAGGED

Suspect	Msgs	Score	Conf	Signals
streamelements	3,768	1.00	known	known bot account
fossabot	566	1.00	known	known bot account
nexgyt	10	0.75	high	repeated one message ×5 (50% of output) · 6 messages fired <2s apart
vxamp12345	162	0.55	medium	5 messages fired <2s apart · 6.3 msgs/min sustained
thebest10128	82	0.55	medium	13 messages fired <2s apart · 8.1 msgs/min sustained
barkingcatwoof	57	0.55	medium	6 messages fired <2s apart · 10.7 msgs/min sustained
georged987	39	0.55	medium	5 messages fired <2s apart · 9.6 msgs/min sustained
dylan44408	32	0.55	medium	5 messages fired <2s apart · 16.7 msgs/min sustained
pr3ttymuli	30	0.55	medium	5 messages fired <2s apart · 11.1 msgs/min sustained
gmandoesthis	20	0.55	medium	10 messages fired <2s apart · 20 msgs/min sustained
joosh895	18	0.55	medium	9 messages fired <2s apart · 18 msgs/min sustained
vysemarshal	17	0.55	medium	6 messages fired <2s apart · 6.9 msgs/min sustained
pe3zyyy	15	0.55	medium	5 messages fired <2s apart · 11.3 msgs/min sustained
sixsev1en	15	0.55	medium	3 messages fired <2s apart · 12.5 msgs/min sustained
divine_is_to_high	13	0.55	medium	6 messages fired <2s apart · 13 msgs/min sustained

Emote pulse

TOP 8

silkyFunny20,657
silkyDemonTme12,807
LUL2,503
silkyDance1,580
silkyOMGPOGGERS1,540
silkyPlotting1,230
silkyDance21,074
silkyLetsGo870

Evidence tape

6 MSGS

00:00JAYKAYRAHOPENER
THE SERVER HAS TO RELOAD
05:00larpittPING
yo why cant u be like raph and not shower @Silky
08:00hardstonerPING
deorderant underarms @Silky
14:00mxlekkkPING
fix ya durag @Silky
18:00BarlBavisPING
yo mud whats the spray @silky
33:00TyvaliddPING
nga get ready for practice @Silky

Moments

auto-detected

Clip-worthy

intensity ≥1.8

Flips

mood swings

Bots

suspects flagged

Top chatter

RANK 01

gregtoosmooth

MSGS
SENT

FIRST SEEN 1:00 · 1.1% OF ALL CHATVIP

Unique chatters

18,877

0% of viewers

Msgs / chatter

10.5

198,907 msgs total

From subs

13%

25,223 msgs

Bots filtered

4,334 msgs flagged

Dominance

TOP 10

TOP-10 SHARE

Leaderboard · Top 20

BY MSGS12% OF CHAT

#	Chatter	Badges	Msgs	Share
01	StreamElements	MODBOT	3768	1.9%
02	gregtoosmooth	VIP	2139	1.1%
03	JAYKAYRAH		1785	0.9%
04	yooluciano	VIP	1546	0.8%
05	JsavSlimee		1521	0.8%
06	tristan4tw7	SUB	1485	0.7%
07	yahgrl_c		1376	0.7%
08	DrSossa	SUB	1032	0.5%
09	poloballin	MODSUB	998	0.5%
10	Aeroh1x		983	0.5%
11	hesi3ball	SUB	940	0.5%
12	zosvke		884	0.4%
13	whoislethal		883	0.4%
14	IsoMelly		870	0.4%
15	AyeMiami_		787	0.4%
16	south2426		785	0.4%
17	tatayhuh	SUB	761	0.4%
18	SLGbleach	MOD	748	0.4%
19	Unknown__glocks	SUB	700	0.4%
20	TrulyJsh	SUB	696	0.3%

User types · badge mix

170 BADGES

SUBSCRIBER22,503 · 11%
PREMIUM15,698 · 8%
TURBO15,149 · 8%
MODERATOR9,183 · 5%
VIP8,267 · 4%
FOOTBALL-FEST-20267,951 · 4%
BOT-BADGE7,470 · 4%
TWITCH-RECAP-20254,389 · 2%

New chatters · arrival curve

18877 TOTAL

first-message arrivals · 0m → 1390m

177 joined in the first 2 minutes = 1% of all chatters

Returning

5638

≥5 msgs sent

One-and-done

7294

single message

Most mentioned

7,010 @s

@silky523 · 188u
@jaykayrah509 · 254u
@jvssee107 · 71u
@slgbleach85 · 62u
@poloballin70 · 35u
@gregtoosmooth62 · 45u
@billybintonn51 · 38u
@frostyywoo50 · 29u

Top interactors

WHO PINGS MOST

streamelements471
jaykayrah170
unknown__glocks129
tatayhuh122
larpitt121
yooluciano85
jsavslimee84
jvssee78

Chat tape

NOTABLE MSGS

00:00JAYKAYRAHOPENER
THE SERVER HAS TO RELOAD
05:00larpittPING
yo why cant u be like raph and not shower @Silky
08:00hardstonerPING
deorderant underarms @Silky
14:00mxlekkkPING
fix ya durag @Silky
18:00BarlBavisPING
yo mud whats the spray @silky
33:00TyvaliddPING
nga get ready for practice @Silky
198:00qwidy1PEAK
GO BACK FAST
198:00zayblaz5PEAK
LAZER IS SO ED

Concentration

WHO CARRIES THE CHAT

Top 10 chatters

16,633 msgs

Top 50 chatters

20%

39,511 msgs

Remaining

18827

share 80%

TOP 10 · 8%REST · 18867 CHATTERS · 92%

silkyFunny ×20657silkyDemonTme ×12807LUL ×2503silkyDance ×1580silkyOMGPOGGERS ×1540silkyPlotting ×1230silkyDance2 ×1074silkyLetsGo ×870silkySLG ×758silkyRat ×674

Emote volume

MSGS W/ EMOTES

Of all messages

4.3%

198,907 msgs scanned

Emote codes

49,353 occurrences

Emotes / min

FLOW

Message length · distribution

CHARS / MSG

50,169

82,256

50,122

12,419

3,575

364

1-56-1516-4041-8081-160160+

Median

10 ch

P90

36 ch

Max

491 ch

Chat DNA

% OF ALL MSGS

Caps rage

18.0%

35,871 msgs

Questions

3.3%

6,488 msgs

Mentions

3.5%

6,993 @calls

Commands

2.1%

4,262 !calls

CAPS18.0%
QUESTIONS3.3%
MENTIONS3.5%
COMMANDS2.1%

Top multiplier

#1 EMOTE

silkyFunny

official emote · per-minute flow

02silkyDemonTme×12807
03LUL×2503
04silkyDance×1580

Emote leaderboard

OFFICIAL7TV-STYLE

silkyFunny×20,657
silkyDemonTme×12,807
LUL×2,503
silkyDance×1,580
silkyOMGPOGGERS×1,540
silkyPlotting×1,230
silkyDance2×1,074
silkyLetsGo×870
silkySLG×758
silkyRat×674
StreamerU2026×587
silkyGoogly×580
silkyWAR×416
FutureMan×377
DinoDance×330
silkyKingSht×306

bar color · green = official emoticon fragment · white = token heuristic (7tv/bttv-style)

Copypasta tracker

TOP 10 STRAINS

##	Strain	Count	Carriers	Spread	Virality
01	LMAOOO	×1114	355	0m→1387m	VIRAL
02	LMAO	×1073	374	0m→1378m	VIRAL
03	LMAOOOO	×924	333	7m→1382m	VIRAL
04	!join	×802	241	329m→1384m	VIRAL
05	LMAOOOOO	×721	259	19m→1026m	VIRAL
06	amen	×715	425	135m→1037m	VIRAL
07	silkyFunny silkyFunny silkyFunny	×702	86	7m→1000m	VIRAL
08	AMEN	×585	325	266m→842m	VIRAL
09	silkyFunny silkyFunny silkyFunny silkyFunny	×575	87	3m→991m	VIRAL
10	LMAOO	×562	223	7m→993m	VIRAL

Keyword cloud

TOP 18 TOKENS

points₅₉₆₂silky₄₇₄₅this₃₉₆₀that₃₉₀₈nigga₃₈₃₉amen₂₄₄₁gamble₂₄₂₈lazer₂₄₁₂lmao₂₁₈₃lmaooo₁₉₇₁what₁₉₅₄they₁₉₅₁join₁₈₃₀roulette₁₈₁₆just₁₇₆₂your₁₇₄₂good₁₇₁₂chat₁₆₆₂

Mood regime

LEXICON HEURISTIC

POSNEUTRALNEG

Spam tape

WALLS + PEAKS

198:00qwidy1PEAK
GO BACK FAST
198:00zayblaz5PEAK
LAZER IS SO ED
198:00variguwopPEAK
DO NOT BRING ADAPT INTO THIS
198:00AyeMiami_PEAK
read chatttt
198:00AZ_SZN_5PEAK
door open yooo
198:00browhoisamadouPEAK
GO BACK GANG
218:00NadalisraelWALL
silkyDemonTme silkyDemonTme silkyDemonTme silkyDemonTme silkyDemonTme silkyDemonTme silkyDemonTme silkyDemonTme silkyDem

User colors

TOP 16

Participation inequality

18,877 CHATTERS

GINI COEFFICIENT · 0 = EQUAL, 1 = ONE VOICE

Top 1%

36%

189 users

Top 5%

62%

944 users

Top 10%

73%

1,888 users

Community split

SHARE OF CHATTERS

CORE

DRIVE-BY

Lorenz curve · cumulative share

USERS → MESSAGES

DASHED = PERFECT EQUALITYSOLID = ACTUAL CHAT

User tiers · who carries the chat

4 TIERS

1 msg7,294USERS7,294MSGS3.7%
2-4 msgs5,945USERS15,896MSGS8.0%
5-19 msgs4,039USERS36,536MSGS18.4%
20+ msgs1,599USERS139,181MSGS70.0%

1,599 super-active users (8.5% of chatters) wrote 70% of all messages

Unique chatters / min

Arrivals · cumulative

NEW CHATTERS

Most mentioned

@ TARGETS

@silky523 · by 188 users
@jaykayrah509 · by 254 users
@jvssee107 · by 71 users
@slgbleach85 · by 62 users
@poloballin70 · by 35 users
@gregtoosmooth62 · by 45 users
@billybintonn51 · by 38 users
@frostyywoo50 · by 29 users
@jsavslimee48 · by 31 users
@larpitt44 · by 38 users

Top interactors

WHO REACHES OUT

streamelements471 sent
jaykayrah170 sent
unknown__glocks129 sent
tatayhuh122 sent
larpitt121 sent
yooluciano85 sent
jsavslimee84 sent
jvssee78 sent
poloballin56 sent
drsossa51 sent

Badge mix

TOP 8

SUBSCRIBER22503 · 11%
PREMIUM15698 · 8%
TURBO15149 · 8%
MODERATOR9183 · 5%
VIP8267 · 4%
FOOTBALL-FEST-20267951 · 4%
BOT-BADGE7470 · 4%
TWITCH-RECAP-20254389 · 2%

Core community

897

≥3 interactions

Drive-by

6,896

1 msg · 0 interactions

Mentions

7,010

@ callouts

Network edges

distinct pairs

Mention flows · top pairs

TOP 12 OF 60

#	From		To	Count
01	yooluciano	→	silky	48
02	sleepyykk	→	silky	28
03	streamelements	→	kevinjpak	27
04	angelway_	→	silky	26
05	streamelements	→	x_julesxxx	26
06	zdnvr	→	silky	25
07	billybintonn	→	jaykayrah	22
08	streamelements	→	iateyourbootay	20
09	streamelements	→	luuvutuu	18
10	tyvalidd	→	silky	17
11	streamelements	→	melsanctioned	17
12	fossabot	→	raphaelsololive	15

Chat tape

NOTABLE MESSAGES

00:00JAYKAYRAHOPENER
THE SERVER HAS TO RELOAD
05:00larpittPING
yo why cant u be like raph and not shower @Silky
08:00hardstonerPING
deorderant underarms @Silky
14:00mxlekkkPING
fix ya durag @Silky
18:00BarlBavisPING
yo mud whats the spray @silky
33:00TyvaliddPING
nga get ready for practice @Silky

Social share card

This is the exact image link unfurlers render when this stream is shared.

↓ Download card (1200×630)

Ad equivalence

DEMO

no viewer track captured

Engagement quality

MEASURED

Viewers who chat

Msgs / viewer

0.0

chat depth

Community gini

0.79

0 = broad, 1 = few voices

Loyal chatters

5638

≥5 msgs

Sub messages

13%

paying-fan share

Brand safety

MEASURED · LEXICON

BSafety grade

Score / 100

PROFANITY1.5%
CAPS RAGE18.0%
SPAM/PASTA6.2%
BOT MSGS2.2%

Sponsor signals · detected in chat

14 DETECTED

Type	Asset	Pushes	Users	Window	Source
CMD	!gamble	×2303	323	891m→1353m	ORGANIC
CMD	!join	×868	241	329m→1384m	ORGANIC
CMD	!mraffle	×226	4	1044m→1384m	BOT TIMER
CMD	!points	×187	78	921m→1353m	ORGANIC
LINK	twitch.tv	×132	9	6m→1359m	BOT TIMER
CMD	!watchtime	×51	39	508m→1348m	ORGANIC
CMD	!badge	×32	6	6m→1359m	ORGANIC
LINK	instagram.com	×31	6	120m→875m	ORGANIC
CMD	!phone	×28	20	629m→920m	ORGANIC
CMD	!time	×27	24	75m→1303m	ORGANIC
CMD	!age	×24	20	187m→986m	ORGANIC
CMD	!myuptime	×23	17	320m→1004m	ORGANIC
CMD	!followage	×22	20	507m→1319m	ORGANIC
CMD	!core	×13	13	12m→1367m	ORGANIC

Sponsor lift · ad-read impact

DEMO

Chat echoes per minute around a sponsored read — spikes ×6 at the mention, decays in ~4 min. Real version needs a same-session viewer track + labeled ad window.

Audience language

MEASURED

ES1.0%
EN16.8%
OTHER / EMOTE-ONLY82.2%

language of written messages · emote-only spam excluded from ES/EN

Audience overlap

DEMO

streamer_alpha34% shared
streamer_beta21% shared
streamer_gamma9% shared
streamer_delta4% shared

shared active chatters · real version needs chat dumps of candidate streamers

Growth track

DEMO

Followers / wk

+2,100

last week

Streams / wk

5.2

±1h start time

real version fetches channel history via twitchtracker / helix

MSGS 198,907CHATTERS 18877POS 19,177NEG 912TOP KEYWORD “POINTS” ×5962GINI 0.785BOTS 15PEAK ×65.3 @ 623m

Silky's Streamer University stream "STREAMER UNIVERSITY DAY 3" on Jul 17, 2026 generated 198,907 messages from 18,877 unique chatters (143 msgs/min average, peaking at 656/min). Sentiment ran 19,177 positive vs 912 negative, and the top keyword was "points" (×5962). Explore the full stream breakdown — pulse, chatters, memes, community, viewers and media kit — below.

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Silky stream analytics summary